The elevator doors opened with a hiss, and Emily stepped into the overly-air-conditioned lobby. She hated the sterile scent of the place, a manufactured attempt at professionalism. Everything felt fake, staged. Today, the feeling was especially strong.

Her shoulders were hunched, and her steps were heavy. She avoided eye contact with the receptionist, a bright-eyed young woman who always seemed to be brimming with a joy Emily couldn’t comprehend. Every forced greeting from her colleagues felt like a barb.

She gripped her coffee cup so tightly, her knuckles were white. The bitter taste did nothing to rouse her from this state of sluggish apathy. Every step towards her desk felt like trudging through quicksand.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224